The use of remote sensing data to predict water quality variables that are optically active (i.e., interacts with light) has been applied to ocean and coastal waters for ~50 years. Thanks to the new generation of sensors with adequate spectral, radiometric and spatial resolution (i.e., Landsat, Sentinel-2, etc) in the last 15 years the community started to use RS to freshwater studies.
Remote sensing allow us to predict some WQ parameters: Suspended sediments, chlorophyl-a, phycocianin, dissolved organic matter, carbon, secchi disk depth, turbidity…It is an important source of data that could help biologists, limnologists, and all the aquatic science community into understanding of water pattern.
In this Notebook, we gonna learn how to use Remote Sensing data to predict water quality variables (Chl-a and Suspended Sediments). For that, we gonna use a hyperspectral dataset for global freshwater (GLORIA) to simulated Landsat and Sentinel-2 bands (i.e., makes the in situ data the “same” as satellite see). After that, we gonna do some exploratory analysis and filters to remove outliers and develop a empirical and Machine Learning algorithm (Random Forest) to predict Chl-a and TSS for satellite images.
The processing flow is divided into three topics:
#install.packages(c('data.table',
# 'dplyr',
# 'rstac',
# 'terra',
# 'raster',
# 'mapview',
# 'Metrics',
# 'geodrawr',
# 'svDialogs',
# 'PerformanceAnalytics',
# 'rstac',
# 'wesanderson'))
require(data.table)
require(dplyr)
require(rstac)
require(terra)
require(mapview)
require(httr)
require(Metrics)
require(geodrawr)
require(svDialogs)
require(rstac)
require(wesanderson)
require(PerformanceAnalytics)
The GLORIA dataset is a compilation of remote sensing and water quality data for global waters, with dedicated data for freshwater ecosystems. It is free and available for everyone, and covers most part of the globe with more than 7,000 samples (Figure 01)
Figure 01
For more information, users are refered to the publication (Lehmann et al. 2023), the dataset in PANGAEA and the Nature Earth and Environmment blog post
In the following codes, we are gonna:
# Let's download the GLORIA to a empty folder called "Data" in our project
## First, create directories
dir.create("Data")
dir.create("Outputs")
dir.create("Scripts")
## URL
URL = 'https://download.pangaea.de/dataset/948492/files/GLORIA-2022.zip'
# Before download, let`s set timeout to 200s (sometimes PANGAEA download is slow)
options(timeout=300)
# If the directory with files doesn't exist, let's download GLORIA data.
if(dir.exists('Data/GLORIA_2022/') == FALSE) {
# Download
download.file(URL, 'Data/GLORIA.zip')
# Extract
unzip(zipfile = 'Data/GLORIA.zip', exdir = 'Data')
}
After downloading the data, we can explore it. It is composed of various sheets, such as:
We reccomend the user to open the table in Excel or Google Docs and explore it. In this exercise, we gonna use the following tables:
Let’s remember that Remote Sensing Reflectance is the ratio between water leaving radiance and downwelling irradiance, compensated by the sky radiance and corrected by glint effects (Equation 01).
\[\begin{equation} R_{rs} = (L_t - (L_{sky}*\rho))/E_s \end{equation}\]
These tables contain all the necessary variables we need to produce the desired algorithms. Let`s now open and explore it. You gonna see that the collumn GLORIA_ID contains the ID of each unique station. This collumn will be used in the next steps to merge both tables.
## See the dataset
# META and Lab data
meta_and_lab = fread("Data/GLORIA_2022/GLORIA_meta_and_lab.csv")
head(meta_and_lab)
# Rrs data
rrs = fread("Data/GLORIA_2022/GLORIA_Rrs.csv")
head(rrs)
However, this is a hiperspectral dataset. If we want to develop RS models, we will need to simulate (i.e. integrate based on the Relative Spectral Response) each band of the desiered sensor
To do that, we gonna use the bandSimulation package available in GitHub.
```r
devtools::install_github(\dmaciel123/BandSimulation\)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2tpcHBpbmcgaW5zdGFsbCBvZiAnYmFuZFNpbXVsYXRpb24nIGZyb20gYSBnaXRodWIgcmVtb3RlLCB0aGUgU0hBMSAoODhlZDM5YjgpIGhhcyBub3QgY2hhbmdlZCBzaW5jZSBsYXN0IGluc3RhbGwuXG4gIFVzZSBgZm9yY2UgPSBUUlVFYCB0byBmb3JjZSBpbnN0YWxsYXRpb25cbiJ9 -->
Skipping install of ‘bandSimulation’ from a github remote, the SHA1
(88ed39b8) has not changed since last install. Use
force = TRUE to force installation
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucmVxdWlyZShiYW5kU2ltdWxhdGlvbilcblxuYGBgXG5gYGAifQ== -->
```r
```r
require(bandSimulation)
<!-- rnb-source-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG4jIyBTaW11bGF0aW9uIGZvciBTZW50aW5lbC0yIE1TSSBzZW5zb3IgXG5cblxuc3BlY3RyYV9mb3JtYXRlZCA9IHNlbGVjdChycnMsIHBhc3RlKFxcUnJzX1xcLCA0MDA6OTAwLCBzZXAgPSAnJykpICU+JSB0KClcblxuaGVhZChzcGVjdHJhX2Zvcm1hdGVkWzE6MTAsMToxMF0pXG5gYGBcbmBgYCJ9 -->
```r
```r
## Simulation for Sentinel-2 MSI sensor
spectra_formated = select(rrs, paste(\Rrs_\, 400:900, sep = '')) %>% t()
head(spectra_formated[1:10,1:10])
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiICAgICAgICAgICAgICAgWywxXSAgICAgICAgIFssMl0gICAgICAgIFssM10gICAgICAgIFssNF0gICAgICAgIFssNV0gICAgICAgIFssNl0gICAgICAgIFssN10gICAgICAgIFssOF0gICAgICAgIFssOV0gICAgICAgWywxMF1cblJyc180MDAgMC4wMDEwMzIwOTkgMC4wMDA5OTE5NzgxIDAuMDAxMTc2NjczIDAuMDAxMDQ1OTQzIDAuMDAxMTIzMjE2IDAuMDAxMjYyMDMwIDAuMDAxNTAyNzEzIDAuMDAxMTU5MDc5IDAuMDAxNTk4Mzk0IDAuMDAyMjM1OTM4XG5ScnNfNDAxIDAuMDAxMDI2NDQzIDAuMDAwOTg4NjU0OSAwLjAwMTE3MjI0NyAwLjAwMTA0NDgwNSAwLjAwMTEyMTQ2MCAwLjAwMTI2MDUzMyAwLjAwMTUwMDIyOSAwLjAwMTE1Mzg5NSAwLjAwMTU4OTY5MCAwLjAwMjIzMTA2OFxuUnJzXzQwMiAwLjAwMTAyNTQ0MyAwLjAwMDk5MDc3NzcgMC4wMDExNzMyODIgMC4wMDEwNDkyNTEgMC4wMDExMjUzNDIgMC4wMDEyNjQ5NTQgMC4wMDE1MDY1NjUgMC4wMDExNTUwMTggMC4wMDE1ODczODQgMC4wMDIyMzc2NjlcblJyc180MDMgMC4wMDEwNDI5MjkgMC4wMDEwMTA1NDg1IDAuMDAxMTk1MzE2IDAuMDAxMDcyMjQ0IDAuMDAxMTQ5MTY5IDAuMDAxMjkxNzU0IDAuMDAxNTM5NTAxIDAuMDAxMTc2NzcyIDAuMDAxNjEzNDQwIDAuMDAyMjg0NTAzXG5ScnNfNDA0IDAuMDAxMDMyMzI3IDAuMDAwOTk5NTAwNSAwLjAwMTE4NDAzMyAwLjAwMTA2Mjg0OSAwLjAwMTEzOTIzMiAwLjAwMTI4MTg0MyAwLjAwMTUyMTc4NCAwLjAwMTE2MjM5NCAwLjAwMTU5NzM1NiAwLjAwMjI2MDI5OVxuUnJzXzQwNSAwLjAwMTAzMzUzMCAwLjAwMTAwMjk2NTcgMC4wMDExODcxMjEgMC4wMDEwNjg4NjggMC4wMDExNDQ2OTggMC4wMDEyODgyMTAgMC4wMDE1Mjg0NzIgMC4wMDExNjQ2ODggMC4wMDE1OTcyNzkgMC4wMDIyNjgxMDdcbiJ9 -->
[,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]
Rrs_400 0.001032099 0.0009919781 0.001176673 0.001045943 0.001123216 0.001262030 0.001502713 0.001159079 0.001598394 0.002235938 Rrs_401 0.001026443 0.0009886549 0.001172247 0.001044805 0.001121460 0.001260533 0.001500229 0.001153895 0.001589690 0.002231068 Rrs_402 0.001025443 0.0009907777 0.001173282 0.001049251 0.001125342 0.001264954 0.001506565 0.001155018 0.001587384 0.002237669 Rrs_403 0.001042929 0.0010105485 0.001195316 0.001072244 0.001149169 0.001291754 0.001539501 0.001176772 0.001613440 0.002284503 Rrs_404 0.001032327 0.0009995005 0.001184033 0.001062849 0.001139232 0.001281843 0.001521784 0.001162394 0.001597356 0.002260299 Rrs_405 0.001033530 0.0010029657 0.001187121 0.001068868 0.001144698 0.001288210 0.001528472 0.001164688 0.001597279 0.002268107
<!-- rnb-output-end -->
<!-- rnb-source-begin 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 -->
```r
```r
MSI_sim = msi_simulation(spectra = spectra_formated,
point_name = rrs$GLORIA_ID)
#It simulates for Sentinel-2A and Sentinel-2B and gives the results in a list.
# Let's select only Sentinel-2A.
MSI = MSI_sim$s2a[,-1] %>% t() %>% data.frame()
head(MSI[,1:9])
# Add names to a collumn
MSI$GLORIA_ID = row.names(MSI)
#Check final
head(MSI[,1:9])
<!-- rnb-source-end -->
<!-- rnb-frame-begin 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 -->
<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
{"columns":[{"label":[""],"name":["_rn_"],"type":[""],"align":["left"]},{"label":["X1"],"name":[1],"type":["dbl"],"align":["right"]},{"label":["X2"],"name":[2],"type":["dbl"],"align":["right"]},{"label":["X3"],"name":[3],"type":["dbl"],"align":["right"]},{"label":["X4"],"name":[4],"type":["dbl"],"align":["right"]},{"label":["X5"],"name":[5],"type":["dbl"],"align":["right"]},{"label":["X6"],"name":[6],"type":["dbl"],"align":["right"]},{"label":["X7"],"name":[7],"type":["dbl"],"align":["right"]},{"label":["X8"],"name":[8],"type":["dbl"],"align":["right"]},{"label":["X9"],"name":[9],"type":["dbl"],"align":["right"]}],"data":[{"1":"0.001157019","2":"0.001721706","3":"0.003164905","4":"0.002459434","5":"0.002173541","6":"0.0006793335","7":"0.0006045944","8":"0.0004925332","9":"0.0003355969","_rn_":"GID_1"},{"1":"0.001173097","2":"0.001800908","3":"0.003384979","4":"0.002591423","5":"0.002291896","6":"0.0007518856","7":"0.0006839375","8":"0.0005631409","9":"0.0004016932","_rn_":"GID_2"},{"1":"0.001367498","2":"0.002037704","3":"0.003719218","4":"0.002882277","5":"0.002594550","6":"0.0009213113","7":"0.0008499701","8":"0.0007113650","9":"0.0005301406","_rn_":"GID_3"},{"1":"0.001346188","2":"0.002139378","3":"0.004030984","4":"0.003856653","5":"0.003660800","6":"0.0012009751","7":"0.0011175184","8":"0.0009223077","9":"0.0006296665","_rn_":"GID_4"},{"1":"0.001401268","2":"0.002205578","3":"0.004216121","4":"0.003928835","5":"0.004188435","6":"0.0014006793","7":"0.0012902796","8":"0.0010610860","9":"0.0007210047","_rn_":"GID_5"},{"1":"0.001631322","2":"0.002661935","3":"0.005200556","4":"0.005358387","5":"0.005958299","6":"0.0021895921","7":"0.0020739900","8":"0.0017070721","9":"0.0011463682","_rn_":"GID_6"}],"options":{"columns":{"min":{},"max":[10],"total":[9]},"rows":{"min":[10],"max":[10],"total":[6]},"pages":{}}}
</script>
</div>
<!-- rnb-frame-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuTkFcbk5BXG5OQVxuTkFcbmBgYFxuYGBgIn0= -->
```r
```r
NA
NA
NA
NA
<!-- rnb-source-end -->
<!-- rnb-frame-begin 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 -->
<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
{"columns":[{"label":[""],"name":["_rn_"],"type":[""],"align":["left"]},{"label":["X1"],"name":[1],"type":["dbl"],"align":["right"]},{"label":["X2"],"name":[2],"type":["dbl"],"align":["right"]},{"label":["X3"],"name":[3],"type":["dbl"],"align":["right"]},{"label":["X4"],"name":[4],"type":["dbl"],"align":["right"]},{"label":["X5"],"name":[5],"type":["dbl"],"align":["right"]},{"label":["X6"],"name":[6],"type":["dbl"],"align":["right"]},{"label":["X7"],"name":[7],"type":["dbl"],"align":["right"]},{"label":["X8"],"name":[8],"type":["dbl"],"align":["right"]},{"label":["X9"],"name":[9],"type":["dbl"],"align":["right"]}],"data":[{"1":"0.001157019","2":"0.001721706","3":"0.003164905","4":"0.002459434","5":"0.002173541","6":"0.0006793335","7":"0.0006045944","8":"0.0004925332","9":"0.0003355969","_rn_":"GID_1"},{"1":"0.001173097","2":"0.001800908","3":"0.003384979","4":"0.002591423","5":"0.002291896","6":"0.0007518856","7":"0.0006839375","8":"0.0005631409","9":"0.0004016932","_rn_":"GID_2"},{"1":"0.001367498","2":"0.002037704","3":"0.003719218","4":"0.002882277","5":"0.002594550","6":"0.0009213113","7":"0.0008499701","8":"0.0007113650","9":"0.0005301406","_rn_":"GID_3"},{"1":"0.001346188","2":"0.002139378","3":"0.004030984","4":"0.003856653","5":"0.003660800","6":"0.0012009751","7":"0.0011175184","8":"0.0009223077","9":"0.0006296665","_rn_":"GID_4"},{"1":"0.001401268","2":"0.002205578","3":"0.004216121","4":"0.003928835","5":"0.004188435","6":"0.0014006793","7":"0.0012902796","8":"0.0010610860","9":"0.0007210047","_rn_":"GID_5"},{"1":"0.001631322","2":"0.002661935","3":"0.005200556","4":"0.005358387","5":"0.005958299","6":"0.0021895921","7":"0.0020739900","8":"0.0017070721","9":"0.0011463682","_rn_":"GID_6"}],"options":{"columns":{"min":{},"max":[10],"total":[9]},"rows":{"min":[10],"max":[10],"total":[6]},"pages":{}}}
</script>
</div>
<!-- rnb-frame-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
# Checking the results and understanding what is "Band Simulation"
When we simulate a satellite band, we are compensating for the differences in detector sensibility to each wavelength. The Figure below shows differences in the spectral response function for Sentinel-2A/MSI, Landsat-8/OLI and Landsat-7/ETM+. You can note that relative spectral response values close to "1" indicates that the detector can measure (or detect) all the radiance in this wavelength. A sensor band is composed by an interval of these wavelengths and then, the simulated band is the integral the R[rs] considering the Relative Spectral Response curve, or Equation 02.

\begin{equation}
R_{rs} = \frac{\int_{n}^{m} SRF(\lambda) R_{rs} dx}{\int_{n}^{m} SRF(\lambda)}
\end{equation}
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
# Change band names
names(MSI) = c('x440', \x490\, 'x560', 'x660', \x705\, 'x740', 'x780', 'x850', 'x865', \GLORIA_ID\)
ROW = 150
# Example
matplot(t(select(rrs, paste(\Rrs_\, 400:900, sep = ''))[ROW,]), ylim = c(0,0.015),
x= c(400:900), pch = 20, xlab = '', ylab = '')
par(new=T)
matplot(t(MSI[ROW,-10]), x= c(440,490,560,660,705,740,780,850,860), pch = 20,
ylim = c(0,0.015), xlim = c(400,900), col = 'red', cex = 2, xlab = 'Wavelength (nm)',
ylab = 'Rrs (sr-1)')
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img src="data:image/png;base64,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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuTkFcbk5BXG5gYGBcbmBgYCJ9 -->
```r
```r
NA
NA
<!-- rnb-source-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG4jIyBNZXJnZSB3aXRoIHdhdGVyIHF1YWxpdHksIGxhdCBsb25nIChCeSBHTE9SSUFfSUQpXG5cbm1lcmdlZCA9IG1lcmdlKHNlbGVjdChtZXRhX2FuZF9sYWIsIGMoJ0dMT1JJQV9JRCcsICdDaGxhJywgXFxUU1NcXCwgXFxMYXRpdHVkZVxcLCBcXExvbmdpdHVkZVxcKSksXG4gICAgICAgICAgICAgICBNU0ksIGJ5ID0gXFxHTE9SSUFfSURcXClcblxuaGVhZChtZXJnZWQpXG5gYGBcbmBgYHJcbk5BXG5gYGBcbmBgYCJ9 -->
```r
```r
## Merge with water quality, lat long (By GLORIA_ID)
merged = merge(select(meta_and_lab, c('GLORIA_ID', 'Chla', \TSS\, \Latitude\, \Longitude\)),
MSI, by = \GLORIA_ID\)
head(merged)
NA
<!-- rnb-source-end -->
<!-- rnb-frame-begin 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 -->
<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
{"columns":[{"label":["GLORIA_ID"],"name":[1],"type":["chr"],"align":["left"]},{"label":["Chla"],"name":[2],"type":["dbl"],"align":["right"]},{"label":["TSS"],"name":[3],"type":["dbl"],"align":["right"]},{"label":["Latitude"],"name":[4],"type":["dbl"],"align":["right"]},{"label":["Longitude"],"name":[5],"type":["dbl"],"align":["right"]},{"label":["x440"],"name":[6],"type":["dbl"],"align":["right"]},{"label":["x490"],"name":[7],"type":["dbl"],"align":["right"]},{"label":["x560"],"name":[8],"type":["dbl"],"align":["right"]},{"label":["x660"],"name":[9],"type":["dbl"],"align":["right"]},{"label":["x705"],"name":[10],"type":["dbl"],"align":["right"]},{"label":["x740"],"name":[11],"type":["dbl"],"align":["right"]},{"label":["x780"],"name":[12],"type":["dbl"],"align":["right"]},{"label":["x850"],"name":[13],"type":["dbl"],"align":["right"]},{"label":["x865"],"name":[14],"type":["dbl"],"align":["right"]}],"data":[{"1":"GID_1","2":"NaN","3":"2.67","4":"58.49994","5":"27.28475","6":"0.001157019","7":"0.001721706","8":"0.003164905","9":"0.0024594337","10":"0.0021735412","11":"0.0006793335","12":"0.0006045944","13":"4.925332e-04","14":"0.0003355969"},{"1":"GID_10","2":"NaN","3":"8.33","4":"58.44412","5":"27.28849","6":"0.002562734","7":"0.003461805","8":"0.005575934","9":"0.0049562434","10":"0.0047288104","11":"0.0022917709","12":"0.0022230063","13":"2.050444e-03","14":"0.0017661088"},{"1":"GID_100","2":"NaN","3":"7.33","4":"58.78147","5":"27.33255","6":"0.001146076","7":"0.001610851","8":"0.002301407","9":"0.0020735201","10":"0.0021300220","11":"0.0012751617","12":"0.0011683433","13":"1.068891e-03","14":"0.0009811999"},{"1":"GID_1000","2":"NaN","3":"NaN","4":"45.50421","5":"10.68500","6":"0.005351545","7":"0.006467285","8":"0.005854106","9":"0.0009387116","10":"0.0005561847","11":"0.0002407715","12":"0.0002742216","13":"5.987964e-05","14":"0.0000000000"},{"1":"GID_1001","2":"NaN","3":"NaN","4":"45.50406","5":"10.69252","6":"0.005344839","7":"0.006436886","8":"0.005823270","9":"0.0009638050","10":"0.0005766648","11":"0.0002454077","12":"0.0002758605","13":"6.123067e-05","14":"0.0000000000"},{"1":"GID_1002","2":"NaN","3":"NaN","4":"45.50346","5":"10.70533","6":"0.005315305","7":"0.006355997","8":"0.005797881","9":"0.0009916830","10":"0.0006210634","11":"0.0002896468","12":"0.0003290212","13":"7.287895e-05","14":"0.0000000000"}],"options":{"columns":{"min":{},"max":[10],"total":[14]},"rows":{"min":[10],"max":[10],"total":[6]},"pages":{}}}
</script>
</div>
<!-- rnb-frame-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG4jdmVjdG9yID0gdmVjdChtZXJnZWQsIFxuIyAgICAgICAgICAgICAgZ2VvbSA9IGMoJ0xvbmdpdHVkZScsICdMYXRpdHVkZScpLCBcbiMgICAgICAgICAgICAgIFxcRVBTRzo0MzI2XFwpXG5cblxuI21hcHZpZXcoc2Y6OnN0X2FzX3NmKHZlY3RvciksICB6Y29sID0gJ1RTUycpXG5cbmBgYFxuYGBgIn0= -->
```r
```r
#vector = vect(merged,
# geom = c('Longitude', 'Latitude'),
# \EPSG:4326\)
#mapview(sf::st_as_sf(vector), zcol = 'TSS')
<!-- rnb-source-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
# Finalizing the exploratory analyze
Before continuing and saving the simulated data, we will need to remove No-data values, perform some filter process (e.g., remove very low values of Chl-a) and also calculate some indexes that could help into modeling process.
Let's do that.
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
# We want to model TSS and Chla concentration based on RF
merged = merged[is.na(merged$Chla) == FALSE, ]
merged = merged[is.na(merged$TSS) == FALSE, ]
head(merged)
## Index calculation:
merged$NDCI = (merged$x705-merged$x660)/(merged$x705+merged$x660)+1
merged$Blue_red = (merged$x490-merged$x660)/(merged$x490+merged$x660)+1
merged$green_blue = (merged$x560-merged$x490)/(merged$x560+merged$x490)+1
merged$nir_red = (merged$x740-merged$x660)/(merged$x740+merged$x660)+1
# Check dimension
dim(merged)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDMyMDMgICAxOFxuIn0= -->
[1] 3203 18
<!-- rnb-output-end -->
<!-- rnb-frame-begin eyJtZXRhZGF0YSI6eyJjbGFzc2VzIjpbImRhdGEudGFibGUiLCJkYXRhLmZyYW1lIl0sIm5yb3ciOjYsIm5jb2wiOjE4LCJzdW1tYXJ5Ijp7IkRlc2NyaXB0aW9uIjoiZHQgWzYgw5cgMThdIn19LCJyZGYiOiJINHNJQUFBQUFBQUFBd3R5aVREbWl1QmlZR0JnWm1CaFltUmdaZ1V5R1ZoRFE5eDBMUmlBSWtBT0l3TUxBeWVJcmdBcUVnWXloSUJZQUlqWm9CSWM3cDR1OFlZR2xxWm9mRE0wdmprYTN3S05iNG5DTnpRd0FMTDVRUGJZZno5L3Z1R09jWkg5MTdkUHZUMHVyM05nV0xydW1lR1BoZmEvNUdiRmhEN1RkQkRhdnJ6dGtGcWpnL2hLV1pISGV5N0Q5VDI2QkFLMzdRK0FQTVV3d2Y2U3A4b2tUNVZpQjVIK0dJMnZoL29keEJ0QW5sM29JTWdBQTJCOURtNzd2aVRaY3Y5eWNEc0VVbmpZd2UwZ3crcnZXZm9PYmxmL3Y3ZmtpSGR3dTlOZCtpcjloWVBiSTJVSm96OXI0ZnBVMWZadVhIWnRwb09xaVhKSnBkOENCMVYvTjllNGRZOGNWTVQ2bnUwd2lITlFVZnp4ZUExUHNvT0t6TVhqOXdLYTRlNHNVanYvOU9EMitmYUZMV2ZQdTI4c3RDK1ViR1k2dzhsaDMrYnpkQzgzUjR4OVc4bTlLN29pSisxYmJvbHg5b1JJd1BXVjhwK1JkZXZhWWw4aTRpVG45M0MxZmZFMmE0OHRLNHZ0SnpiYldSVnhSdHRQbExIVzY3ekxaVDl4UHMrMndNU25jSDNGK3U4K1NMT28yUmVaZkRMdVlWaGdYM2lCNWNPMVl4dnRaNGNzZVZYbjhOSisxbUhqMmY5U1o5clBLZXI5cjVUU0J0Zm5lY0U5K1crUmpyMm54L2E1TC9mYjI3djgwNHhla0tWclg3NnA1L2FLa3ovdHkxMFVtSXcwUyt4TFMxb1dxeFp5d3ZYWmk5ZFhyQzlZWUc5LzAzN1gzTFNqOW1aL1JhWXRQdnZGUGxkaDEzMkhzL1B0YzZmTS9WbXVFR1dmbU9IVU9pbjJJVnlmdWxVdDcxU1dmbnZkeFgvWHlBYzUyMHNuTGR4bnJSaHZiL1ZmT3VpMTNqeDdEKzhqOFY0UHhQY25oc3NmMEZ2SEJOZW5sR0p6NDg0eVhYdTEwNlVuSnFxMzIzTzg3akIvSkc5cmI5WmU0dEl5OVllOTY5YlpjVjhXZU83UGtIRzc3Mm5pRGRmSEVHZXhmYWVJaEQxejh6enhkeUpLZGkrbTJSdzlxV2R1TDI2MjhmeWpzeGIyeWhPVzNYclRhTHJmZlNlVHhLWUxsMkQ2R0VnSEVQdGU4SGx2djlVcVpmOWlkK2p1K01JcysyZExybTNMOVRDeWZ4RlR3ai81NW0zN0YvZnI3Rzh1RmJCL1ZCRll4aEwwQzY3djkvNU5CMk41ZHRyL1h2cnEyOEV0Q2ZaL2JDZlhYTWsydGYvKzBzN2t5bUpuKys4UE54eHFjWGF6LzlFUjJGUzY2UVZjMzd1bTZ1MzFGeC9Zdjh0UFVvMllQdFgrWFdKY0RxZlFDZnZQRGNmMnRCellZLys1VmZuK05jRTgrOCtISmdqWm5MQ0M2N3ZlZUZGUDUydVcvVjJtKzFmcmxscllYL3lrMEtuZTAyWi9rRVh3bEViY0JQdXpmWS9ZZHFqYTdQKzZPWWZ4M0sxTGFBVUhhM0pPWW5FeHROQ0FDWEtsSkpZazZxVVZKZWFtb2lubkxNb3YxOHNEaW9PMDhBSXhFeWlYL3YvLy94ZTZ1VEJGQXVCQ0NhcmIzY2MveU5NeDN0TUZLc0RpbkpHVENHVXpod1FId3dvWm44U1N6SkxTbEZTWVBwLzh2SFJrQVpZS0V4TURCTnNTd1RZMVE3RE5rTmptQnFZSU5wSmVjd3NFMjhJVWlXMEdWKy9uNHV3SmM1aFRUbWxxZkZGcUNpeWcwb3RTVS9QaWs0Q2lVQkgydk13aXNBSUdobjlvUWNLZVgxQ1NtWjhIREJRbVVFbk5paGJvakVWb0F2eWxlYUJBVE5GTnppak55OVkxQk5rSGxvWUFYaWliRFlrdEJMR1M1VC9VS0Zhb1VXeXB3UERMZzdtUk5TY3hLVFVIeXVFRHhpZzRydlFLaWpMelNtQWVBNG9XNjVYa2x5VEMxSEVsNStmQVJNQitZL2dIQUFEOUxCNmdCZ0FBIn0= -->
<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
{"columns":[{"label":["GLORIA_ID"],"name":[1],"type":["chr"],"align":["left"]},{"label":["Chla"],"name":[2],"type":["dbl"],"align":["right"]},{"label":["TSS"],"name":[3],"type":["dbl"],"align":["right"]},{"label":["Latitude"],"name":[4],"type":["dbl"],"align":["right"]},{"label":["Longitude"],"name":[5],"type":["dbl"],"align":["right"]},{"label":["x440"],"name":[6],"type":["dbl"],"align":["right"]},{"label":["x490"],"name":[7],"type":["dbl"],"align":["right"]},{"label":["x560"],"name":[8],"type":["dbl"],"align":["right"]},{"label":["x660"],"name":[9],"type":["dbl"],"align":["right"]},{"label":["x705"],"name":[10],"type":["dbl"],"align":["right"]},{"label":["x740"],"name":[11],"type":["dbl"],"align":["right"]},{"label":["x780"],"name":[12],"type":["dbl"],"align":["right"]},{"label":["x850"],"name":[13],"type":["dbl"],"align":["right"]},{"label":["x865"],"name":[14],"type":["dbl"],"align":["right"]},{"label":["NDCI"],"name":[15],"type":["dbl"],"align":["right"]},{"label":["Blue_red"],"name":[16],"type":["dbl"],"align":["right"]},{"label":["green_blue"],"name":[17],"type":["dbl"],"align":["right"]},{"label":["nir_red"],"name":[18],"type":["dbl"],"align":["right"]}],"data":[{"1":"GID_1095","2":"1.488235","3":"0.5882353","4":"45.49183","5":"10.57567","6":"0.004431545","7":"0.005142019","8":"0.004684385","9":"0.0007877682","10":"0.0004744230","11":"0.0001772192","12":"1.403164e-04","13":"3.121958e-05","14":"0","15":"0.7517451","16":"1.734301","17":"0.9534281","18":"0.3672984"},{"1":"GID_1096","2":"1.370580","3":"0.1250000","4":"45.52000","5":"10.60183","6":"0.004277042","7":"0.004902132","8":"0.004445025","9":"0.0007716080","10":"0.0004859715","11":"0.0002261398","12":"1.739103e-04","13":"3.722025e-05","14":"0","15":"0.7728680","16":"1.728007","17":"0.9510966","18":"0.4533004"},{"1":"GID_1097","2":"2.080900","3":"0.2857143","4":"45.50783","5":"10.65483","6":"0.004174721","7":"0.004812461","8":"0.004348773","9":"0.0006406500","10":"0.0003507781","11":"0.0001044666","12":"4.753122e-05","13":"1.172393e-05","14":"0","15":"0.7076219","16":"1.765033","17":"0.9493858","18":"0.2804033"},{"1":"GID_1098","2":"1.632471","3":"5.1400000","4":"45.67187","5":"10.04406","6":"0.010888858","7":"0.017102215","8":"0.026690080","9":"0.0057855131","10":"0.0035556459","11":"0.0004119341","12":"3.437671e-04","13":"8.855305e-05","14":"0","15":"0.7612858","16":"1.494444","17":"1.2189395","18":"0.1329367"},{"1":"GID_1099","2":"4.679350","3":"5.8750000","4":"45.72301","5":"10.06635","6":"0.010965100","7":"0.016709256","8":"0.026135260","9":"0.0056802035","10":"0.0036109052","11":"0.0007414540","12":"6.625184e-04","13":"1.492695e-04","14":"0","15":"0.7772819","16":"1.492600","17":"1.2200049","18":"0.2309229"},{"1":"GID_1100","2":"5.915150","3":"4.2500000","4":"45.76670","5":"10.05629","6":"0.010181591","7":"0.017208289","8":"0.027780741","9":"0.0052380735","10":"0.0021249103","11":"-0.0021167393","12":"-2.943171e-03","13":"-7.239590e-04","14":"0","15":"0.5771873","16":"1.533281","17":"1.2350007","18":"-1.3563042"}],"options":{"columns":{"min":{},"max":[10],"total":[18]},"rows":{"min":[10],"max":[10],"total":[6]},"pages":{}}}
</script>
</div>
<!-- rnb-frame-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
Performing some exploratory analyzes.
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5jaGFydC5Db3JyZWxhdGlvbihtZXJnZWRbLC0xXSlcbmBgYFxuYGBgIn0= -->
```r
```r
chart.Correlation(merged[,-1])
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img src="data:image/png;base64,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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuTkFcbk5BXG5gYGBcbmBgYCJ9 -->
```r
```r
NA
NA
```